Ficsit

A lightweight coding agent harness with tool execution and validation loops. "Fix it, just sit there."

Installation

For an isolated command-line installation, use pipx:

pipx install ficsit

Alternatively, install it in your active Python environment:

pip install ficsit

Quick Start

# Start Ficsit inside the project it may access
cd /path/to/your/project
ficsit

# Or start with a specific model
ficsit --model gpt-4o-mini

# Show the installed version without loading configuration
ficsit --version

The directory where ficsit starts is the active workspace. File reads, searches, writes, and deletes are restricted to that directory; generated files are written there directly and are not placed in an implicit CODE/ directory.

Configuration

API Key is stored in ~/.ficsit/.env (automatically .gitignored).

ficsit config set key     # Enter API Key (hidden input)
ficsit config show key    # Show if set
ficsit config set base_url https://你的中转站/v1
ficsit config show
ficsit config delete base_url|model|key

Built-in Commands

Command Description
/help Show help
/status Show session status
/memory View past session summaries
/exit Exit and save session

Security

  • API Key is stored in ~/.ficsit/.env — a plaintext file. Ensure your home directory has appropriate permissions.
  • .env is automatically added to .gitignore to prevent accidental commits.
  • Guardian rules block dangerous operations (e.g., rm -rf /, system file writes).
  • File tools cannot resolve paths outside the directory where Ficsit was started.
  • Shell commands run with the workspace as cwd, but they are not an OS-level sandbox. Use a container or system sandbox before running untrusted code.
  • Never hardcode credentials in code.

Development

pip install -e ".[dev]"
pytest tests/ -v
ruff check .

Building A Release

python3 -m build
python3 -m twine check dist/*

This creates a wheel and source distribution in dist/. Release preparation, clean-environment installation checks, and Trusted Publishing setup are documented in docs/RELEASING.md.

Project Structure

ficsit/
├── cli.py            # CLI entry point
├── config.py         # Configuration (TOML)
├── controller.py     # State machine controller
├── guardian.py       # Danger action guardrails
├── classifier.py     # Failure classification
├── memory.py         # Session memory
├── models.py         # Data models
├── repl.py           # REPL interface
├── llm/              # LLM client abstraction
├── states/           # State machine states
├── tools/            # Tool system
└── validators/       # Validation system
tests/
└── ...

Platform Support

Python 3.11+, macOS / Windows / Linux.

License

Ficsit is licensed under the Apache License 2.0.

Known Limitations

  • Requires OpenAI API Key
  • No streaming support
  • Pure synchronous execution

Project links

Data verified by PyPI on Aug 13, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

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  • Released:
Latest release

1 maintainer

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Avatar for CaelusHu from gravatar.com CaelusHu

Credits

Author: Yibo Hu

GitHub Statistics

Data verified by PyPI on Aug 13, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License expression

Apache-2.0
View SPDX License List

Requires

Python >=3.11

Provides Extra

dev

Tags

agent coding-agent llm openai

Classifiers

Report project as malware

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